Video reformatting system

ABSTRACT

Aspects of the present disclosure involve a system comprising a computer-readable storage medium storing at least one program and a method for receiving, by one or more processors, a video comprising one or more shots in a first aspect ratio; detecting a first shot of the one or more shots, the first shot comprising a sequence of frames; and identifying an object that appears throughout a continuous portion of frames of the sequence of frames in the first shot. A visual presentation of the object in the first shot is automatically modified and a modified video comprising the one or more shots in a second aspect ratio is generated based on the automatically modified visual presentation of the object in the first shot.

TECHNICAL FIELD

The present disclosure relates generally to video processing systems and more particularly to video reformatting systems.

BACKGROUND

Consumption of content on mobile device continues to grow. Rather than watching a movie on traditional devices (e.g., a television with a horizontal layout (having a 16:9 aspect ratio) or square layout (having a 1:1 aspect ratio)), users now watch content on mobile devices that have vertically shaped screens (e.g., having a 9:16 aspect ratio). Converting content produced for consumption on the traditional devices to be consumed on mobile devices is not trivial and requires specialized software or hardware resources.

BRIEF DESCRIPTION OF THE DRAWINGS

In the drawings, which are not necessarily drawn to scale, like numerals may describe similar components in different views. To easily identify the discussion of any particular element or act, the most significant digit or digits in a reference number refer to the figure number in which that element is first introduced. Some embodiments are illustrated by way of example, and not limitation, in the figures of the accompanying drawings in which:

FIG. 1 is a block diagram showing an example messaging system for exchanging data (e.g., messages and associated content) over a network, according to example embodiments.

FIG. 2 is a schematic diagram illustrating data which may be stored in the database of a messaging server system, according to example embodiments.

FIG. 3 is a schematic diagram illustrating a structure of a message generated by a messaging client application for communication, according to example embodiments.

FIG. 4 is a block diagram showing an example video editing platform, according to example embodiments.

FIGS. 5-6 are flowcharts illustrating example operations of the video editing platform, according to example embodiments.

FIGS. 7-8 are illustrative user interfaces of the video editing platform, according to example embodiments.

FIG. 9 is a block diagram illustrating a representative software architecture, which may be used in conjunction with various hardware architectures herein described, according to example embodiments.

FIG. 10 is a block diagram illustrating components of a machine able to read instructions from a machine-readable medium (e.g., a machine-readable storage medium) and perform any one or more of the methodologies discussed herein, according to example embodiments.

DETAILED DESCRIPTION

The description that follows includes systems, methods, techniques, instruction sequences, and computing machine program products that embody illustrative embodiments of the disclosure. In the following description, for the purposes of explanation, numerous specific details are set forth in order to provide an understanding of various embodiments. It will be evident, however, to those skilled in the art, that embodiments may be practiced without these specific details. In general, well-known instruction instances, protocols, structures, and techniques are not necessarily shown in detail.

One of the challenges of distributing content produced in one aspect ratio (e.g., for display on a television) for display on devices having a different aspect ratio (e.g., mobile devices) is the need to reformat or edit the content to be specifically viewed on the mobile devices. This need arises because if the content, produced for consumption on a wide screen television, is presented as is (e.g., without any editing) on a mobile device with a vertical screen the resulting images may be blurry, hard to see, and too small to enjoy. This negatively impacts the overall user experience.

Although conventional systems exist for reformatting the content, performing the reformatting in these systems requires professional video editor skills and is extremely time consuming, expensive and complicated. Also, the conventional systems require specialized software tools to be installed. In addition, even with the specialized software tools, any video editing that is performed has to be done manually on a frame-by-frame basis.

The disclosed embodiments improve the efficiency of using the electronic device by providing a video editing platform that automatically converts content from one aspect ratio to another aspect ratio to, for example, make the content more suitable for consumption on a mobile device. For example, the disclosed video editing platform enables a content provider to automatically convert content from a horizontal or square layout to a vertical layout. In addition, rather than requiring specialized tools to be installed and learned to edit the content, the disclosed embodiments provide a web interface that automates and simplifies the process of reformatting the content. This significantly improves how content providers make content available for consumption on mobile devices and reduces the number of steps the content providers have to perform to edit content for consumption on mobile devices. This is because the content provider is provided with a platform that not only automatically and intelligently modifies the visual presentation of various shots in the content to present the shots in a vertical layout, but the platform also provides a web interface that allows the content provider to review and seamlessly, and with minimal effort, make additional changes to the automatically modified content. Rather than installing specialized software and manually analyzing content frame-by-frame to reformat the content for consumption on a mobile device, as done conventionally, only a few steps may be needed by the content provider to automatically reformat the content and review the automatically edited content before publication or distribution to viewers on mobile devices.

As an example, a content provider uploads, via a website, a video (e.g., an episode of a show) that has a horizontal aspect ratio to the disclosed video editing platform. The video editing platform automatically analyzes the video to detect a set of shots in the video. Each shot is a contiguous sequence of video frames that is free of cuts or transitions. Namely, the shot has image continuity across a sequence of frames that runs for an uninterrupted period of time without presenting a blank frame or other type of frame transition (e.g., a cut that combines two frames together, a fade (where a frame slowly turns black), dissolve (where a frame slowly disappears and another adjacent frame slowly appears), a wipe (where a frame slowly slides off the screen and an adjacent frame slides into the screen), and so forth) between the given sequence of frames After or during automatically detecting the shots in the video, the video editing platform identifies one or more objects (e.g., a human face and/or body) in each shot and automatically modifies a visual presentation of the one or more objects in each shot to be suitable for vertical display. For example, the video editing platform identifies two characters in the same shot and stacks the characters one on top of the other in a vertical window that has a vertical aspect ratio of the mobile device. In this way, rather than fitting the horizontal video in the vertical space of the mobile device by shrinking and/or stretching the horizontal video, the elements or objects in the frames of the horizontal video are automatically rearranged or repositioned to best use the available vertical screen space of the mobile device.

In some implementations, to stack the characters one on top of the other, the video editing platform generates a vertical window having the vertical aspect ratio of the mobile device. The video editing platform copies the shot into upper and lower sections of the vertical window, positions a portion of the shot with the first character in the upper section and another portion of the shot with the second character in the lower section. The video editing platform then crops or removes content that is not within the upper and lower sections of the vertical window. The video editing platform then stores the modified shot and presents the modified shot to a user via the website to allow the user to publish or distribute the video with the modified shot to other viewers.

FIG. 1 is a block diagram showing an example messaging system 100 for exchanging data (e.g., messages and associated content) over a network 106. The messaging system 100 includes multiple client devices 102, each of which hosts a number of applications including a messaging client application 104 and a video editing client 105. Each messaging client application 104 is communicatively coupled to other instances of the messaging client application 104, video editing client 105, and a messaging server system 108 via a network 106 (e.g., the Internet).

Accordingly, each messaging client application 104 and video editing client 105 is able to communicate and exchange data with another messaging client application 104 and video editing client 105 and with the messaging server system 108 via the network 106. The data exchanged between messaging client applications 104, video editing clients 105, and between a messaging client application 104 and the messaging server system 108 includes functions (e.g., commands to invoke functions) as well as payload data (e.g., text, audio, video, or other multimedia data).

Video editing client 105 is an application that includes a set of functions that allow the client device 102 to access video editing server 107 and/or video editing platform 124. Video editing client 105 accesses the video editing platform 124 and functionality of video editing server(s) 107 through a dedicated client application or a web interface. For example, video editing client 105 implements a local client application that acts as a dumb terminal with minimal functionality used to access video editing features by communicating directly with the video editing platform 124. As another example, video editing client 105 accesses the video editing features of the video editing platform 124 by accessing a website hosted by video editing server(s) 107. In such cases, the video editing client 105 communicates with video editing server(s) 107 to upload a video for editing via a website and then video editing server(s) 107 sends the video received from the client to the video editing platform 124 for automated editing. In some implementations, the functions provided by video editing server(s) 107 can be implemented by and combined with the video editing platform 124.

In some embodiments, the video editing client 105 is used by a content provider to reformat content that has been previously produced for consumption on a wide screen or square screen device. Namely, the content may be in a first aspect ratio and the video editing client 105 communicates with the video editing platform 124 to reformat the content into a second aspect ratio suitable for presentation on a vertical screen of a mobile device. For example, the video editing client 105 presents a story studio interface that includes an option to create a new episode of a show. In response to receiving a user selection of a new episode option, the video editing client 105 presents a user with an upload interface. The user can select an upload option which allows the user to select one or more files that include the target video to be uploaded and reformatted. After the user selects the file that includes the target video, the video editing client 105 asynchronously uploads the file to the video editing platform 124. Video editing platform 124 receives the file and automatically reformats the file (e.g., in the manner discussed in connection with FIGS. 5 and 6).

After the video editing platform 124 automatically reformats the presentation of the video from the first aspect ratio to the second aspect ratio (e.g., the vertical aspect ratio), the video editing platform 124 presents an editing screen to the video editing client 105. An illustrative editing screen is shown and described in connection with FIG. 7 below. In some embodiments, the editing screen is presented to the user as the automated editing of each shot completes and while other shots continue to be automatically edited. A spinner may be shown to the user to indicate that other shots are still being processed in the editing screen. In some cases, the chapters represented in the editing screen correspond to 20 second media files, but any other suitable length media file can be used.

The editing screen allows a user to see how the video was divided into shots and chapters, review the automatically generated edits and make further changes. For example, a user can split shots, combine shots, create new chapters, assign titles to the shots and chapters, change the visual presentation of the content in the shots, and so forth. The user can also add graphics and text to the shots presented in the video editing platform 124. After the user is satisfied with the edited content, the user can select a publish option in the video editing client 105 to instruct the video editing platform 124 to make the episode available for consumption by other users on their respective mobile devices (e.g., for selection by any user of the messaging client application 104).

Each messaging client application 104 and video editing client 105 is also able to communicate with one or more video editing server(s) 107 and/or video editing platform 124. Video editing platform 124 receives a video in a first aspect ratio (e.g., a 16:9 horizontal aspect ratio or 1:1 square aspect ratio) and automatically alters the objects and images in the presentation of the video to create a modified video that is in a second aspect ratio (e.g., a 9:16 vertical aspect ratio). To perform this automated operation, the video editing platform 124 initially processes the received video to identify one or more shots in the video. For example, the video editing platform 124 accesses each frame in the video to determine when a transition occurs (e.g., when a blank frame is present or when a frame corresponding to a predetermined transition is detected). Once the transition is identified, the video editing platform 124 searches for when the next occurrence of a transition takes place without any other intervening transitions. The video editing platform 124 marks the set of contiguous frames between the two identified transitions as a shot in the video. The video editing platform 124 continues performing this process to identify all the contiguous frames that occur between respective transitions as corresponding to respective shots. In some cases, the video editing platform 124 selects the first, middle, or last one of the frames in a given shot or an arbitrary random frame in the shot to represent the shot in an editing screen. Namely, the video editing platform 124 can present an icon that includes a reduced horizontal version of the selected frame as a representation of the shot that includes the contiguous set of frames including the selected frame. The user can use the editing screen to select the icon to view a preview of the shot that has been modified.

The video editing platform 124 identifies one or more objects of interest (e.g., a subject such as a human face) in each of the shots that are marked. Based on the number of objects that are detected in a given shot and whether the objects are moving, the video editing platform 124 automatically modifies the shot by rearranging the presentation of the objects into a vertical arrangement using a vertical window that has the vertical aspect ratio. For example, if a single non-moving object is detected, the video editing platform 124, aligns the object within the vertical window and crops content from the frames of the shot featuring the object that are outside of the vertical window to remove the content that is outside of the window. As another example, if the single object moves throughout the shot, the video editing platform 124 aligns the vertical window over the object and pans the window in the direction in which the object moves while cropping content that is outside of the window as the window pans to remove the cropped content. As another example, if two objects are detected in the shot, the video editing platform 124 stacks one of the objects on top of the other in the vertical window that has the vertical aspect ratio. These processes are described in more detail below in connection with FIG. 6. After or during the modification of the video, the video editing platform 124 presents an editing screen to a user on a client device 102 to enable the user to make further adjustments and edits to the automatically edited video.

The messaging server system 108 provides server-side functionality via the network 106 to a particular messaging client application 104. While certain functions of the messaging system 100 are described herein as being performed by either a messaging client application 104 or by the messaging server system 108, it will be appreciated that the location of certain functionality either within the messaging client application 104 or the messaging server system 108 is a design choice. For example, it may be technically preferable to initially deploy certain technology and functionality within the messaging server system 108, but to later migrate this technology and functionality to the messaging client application 104 where a client device 102 has a sufficient processing capacity.

The messaging server system 108 supports various services and operations that are provided to the messaging client application 104. Such operations include transmitting data to, receiving data from, and processing data generated by the messaging client application 104. This data may include message content, client device information, geolocation information, media annotation and overlays, virtual objects, message content persistence conditions, social network information, and live event information, as examples. Data exchanges within the messaging system 100 are invoked and controlled through functions available via user interfaces (UIs) of the messaging client application 104.

Turning now specifically to the messaging server system 108, an application program interface (API) server 110 is coupled to, and provides a programmatic interface to, an application server 112. The application server 112 is communicatively coupled to a database server 118, which facilitates access to a database 120 in which is stored data associated with messages processed by the application server 112.

Dealing specifically with the API server 110, this server 110 receives and transmits message data (e.g., commands and message payloads) between the client device 102 and the application server 112. Specifically, the API server 110 provides a set of interfaces (e.g., routines and protocols) that can be called or queried by the messaging client application 104 and the video editing server 107 in order to invoke functionality of the application server 112. The API server 110 exposes various functions supported by the application server 112, including account registration; login functionality; the sending of messages, via the application server 112, from a particular messaging client application 104 to another messaging client application 104; the sending of media files (e.g., images or video) from a messaging client application 104 to the messaging server application 114, and for possible access by another messaging client application 104; the setting of a collection of media data (e.g., story); the retrieval of such collections; the retrieval of a list of friends of a user of a client device 102; the retrieval of messages and content; the adding and deleting of friends to a social graph; the location of friends within a social graph; access to user conversation data; access to avatar information stored on messaging server system 108; and opening an application event (e.g., relating to the messaging client application 104).

The application server 112 hosts a number of applications and subsystems, including a messaging server application 114, an image processing system 116, a social network system 122, and video editing platform 124. The messaging server application 114 implements a number of message processing technologies and functions, particularly related to the aggregation and other processing of content (e.g., textual and multimedia content) included in messages received from multiple instances of the messaging client application 104. As will be described in further detail, the text and media content from multiple sources may be aggregated into collections of content (e.g., called stories or galleries). These collections are then made available, by the messaging server application 114, to the messaging client application 104. Other processor- and memory-intensive processing of data may also be performed server-side by the messaging server application 114, in view of the hardware requirements for such processing.

The application server 112 also includes an image processing system 116 that is dedicated to performing various image processing operations, typically with respect to images or video received within the payload of a message at the messaging server application 114. A portion of the image processing system 116 may also be implemented by video editing platform 124.

The social network system 122 supports various social networking functions and services and makes these functions and services available to the messaging server application 114. To this end, the social network system 122 maintains and accesses an entity graph within the database 120. Examples of functions and services supported by the social network system 122 include the identification of other users of the messaging system 100 with which a particular user has relationships or is “following” and also the identification of other entities and interests of a particular user. Such other users may be referred to as the user's friends.

The application server 112 is communicatively coupled to a database server 118, which facilitates access to a database 120 in which is stored data associated with messages processed by the messaging server application 114.

FIG. 2 is a schematic diagram 200 illustrating data, which may be stored in the database 120 of the messaging server system 108, according to certain example embodiments. While the content of the database 120 is shown to comprise a number of tables, it will be appreciated that the data could be stored in other types of data structures (e.g., as an object-oriented database).

The database 120 includes message data stored within a message table 214. An entity table 202 stores entity data, including an entity graph 204. Entities for which records are maintained within the entity table 202 may include individuals, corporate entities, organizations, objects, places, events, and so forth. Regardless of type, any entity regarding which the messaging server system 108 stores data may be a recognized entity. Each entity is provided with a unique identifier, as well as an entity type identifier (not shown).

The entity graph 204 furthermore stores information regarding relationships and associations between entities. Such relationships may be social, professional (e.g., work at a common corporation or organization), interest-based, or activity-based, merely for example.

Message table 214 may store a collection of conversations between a user and one or more friends or entities. Message table 214 may include various attributes of each conversation, such as the list of participants, the size of the conversation (e.g., number of users and/or number of messages), the chat color of the conversation, a unique identifier for the conversation, and any other conversation related feature(s). Information from message table 214 may be provided in limited form and on a limited basis to a given web-based gaming application based on functions of the messaging client application 104 invoked by the web-based gaming application.

The database 120 also stores annotation data, in the example form of filters, in an annotation table 217. Database 120 also stores annotated content received in the annotation table 217. Filters for which data is stored within the annotation table 217 are associated with and applied to videos (for which data is stored in a video table 210) and/or images (for which data is stored in an image table 208). Filters, in one example, are overlays that are displayed as overlaid on an image or video during presentation to a recipient user. Filters may be of various types, including user-selected filters from a gallery of filters presented to a sending user by the messaging client application 104 when the sending user is composing a message. Other types of filters include geolocation filters (also known as geo-filters), which may be presented to a sending user based on geographic location. For example, geolocation filters specific to a neighborhood or special location may be presented within a UI by the messaging client application 104, based on geolocation information determined by a Global Positioning System (GPS) unit of the client device 102. Another type of filter is a data filter, which may be selectively presented to a sending user by the messaging client application 104, based on other inputs or information gathered by the client device 102 during the message creation process. Examples of data filters include current temperature at a specific location, a current speed at which a sending user is traveling, battery life for a client device 102, or the current time.

Other annotation data that may be stored within the image table 208 is so-called “lens” data. A “lens” may be a real-time special effect and sound that may be added to an image or a video.

As mentioned above, the video table 210 stores video data which, in one embodiment, is associated with messages for which records are maintained within the message table 214. Similarly, the image table 208 stores image data associated with messages for which message data is stored in the entity table 202. The entity table 202 may associate various annotations from the annotation table 217 with various images and videos stored in the image table 208 and the video table 210.

Video editing functions 207 stores video editing functions of the video editing platform 124. Video editing functions 207 provide any one or more of the functions corresponding to the options presented to the user in the video editing screen 700 (FIG. 7). Video editing functions 207 provide the algorithms and processes the video editing platform 124 uses to identify shots, identify objects of interest, select a new arrangement or layout for the identified objects, and so forth.

A story table 206 stores data regarding collections of messages and associated image, video, or audio data, which are compiled into a collection (e.g., a story or a gallery). The creation of a particular collection may be initiated by a particular user (e.g., each user for which a record is maintained in the entity table 202). A user may create a “personal story” in the form of a collection of content that has been created and sent/broadcast by that user. To this end, the UI of the messaging client application 104 may include an icon that is user-selectable to enable a sending user to add specific content to his or her personal story.

A collection may also constitute a “live story,” which is a collection of content from multiple users that is created manually, automatically, or using a combination of manual and automatic techniques. For example, a “live story” may constitute a curated stream of user-submitted content from various locations and events. Users whose client devices 102 have location services enabled and are at a common location event at a particular time may, for example, be presented with an option, via a UI of the messaging client application 104, to contribute content to a particular live story. The live story may be identified to the user by the messaging client application 104, based on his or her location. The end result is a “live story” told from a community perspective.

A further type of content collection is known as a “location story.” which enables a user whose client device 102 is located within a specific geographic location (e.g., on a college or university campus) to contribute to a particular collection. In some embodiments, a contribution to a location story may require a second degree of authentication to verify that the end user belongs to a specific organization or other entity (e.g., is a student on the university campus).

A further type of content is known as a “show.” A show includes one or more episodes that are arranged to be viewed in a particular sequence. Each episode may be 15 minutes in length but can also be shorter or longer. A user accesses a given episode from a discover screen of the messaging application on a mobile device. In the discover screen of the messaging application, various representations (icons) of different shows are provided. A user selects a given icon for a show and the system presents a list of episodes of the show that are available for the user to watch. After a user selects one of the episodes, the system retrieves the corresponding episodes and plays the episode back for the user on the mobile device. The episodes of the show, in certain embodiments, are specifically formatted for display on a vertical screen of a mobile device. According to some embodiments, a content provider supplies or uploads a given episode of a show that has a horizontal aspect ratio (e.g., is formatted for display on a horizontal screen) and the video editing system 124 reformats the episode into a vertical aspect ratio for display on a mobile device. The reformatted episode is the one that is made available through the discover screen of the messaging application on the mobile device.

FIG. 3 is a schematic diagram illustrating a structure of a message 300, according to some embodiments, generated by a messaging client application 104 for communication to a further messaging client application 104 or the messaging server application 114. The content of a particular message 300 is used to populate the message table 214 stored within the database 120, accessible by the messaging server application 114. Similarly, the content of a message 300 is stored in memory as “in-transit” or “in-flight” data of the client device 102 or the application server 112. The message 300 is shown to include the following components:

-   -   A message identifier 302: a unique identifier that identifies         the message 300.     -   A message text payload 304: text, to be generated by a user via         a UI of the client device 102 and that is included in the         message 300.     -   A message image payload 306: image data, captured by a camera         component of a client device 102 or retrieved from memory of a         client device 102, and that is included in the message 300.     -   A message video payload 308: video data, captured by a camera         component or retrieved from a memory component of the client         device 102 and that is included in the message 300.     -   A message audio payload 310: audio data, captured by a         microphone or retrieved from the memory component of the client         device 102, and that is included in the message 300.     -   A message annotation 312: annotation data (e.g., filters,         stickers, or other enhancements) that represents annotations to         be applied to message image payload 306, message video payload         308, or message audio payload 310 of the message 300.     -   A message duration parameter 314: parameter value indicating, in         seconds, the amount of time for which content of the message         (e.g., the message image payload 306, message video payload 308,         message audio payload 310) is to be presented or made accessible         to a user via the messaging client application 104.     -   A message geolocation parameter 316: geolocation data (e.g.,         latitudinal and longitudinal coordinates) associated with the         content payload of the message 300. Multiple message geolocation         parameter 316 values may be included in the payload, with each         of these parameter values being associated with respect to         content items included in the content (e.g., a specific image         within the message image payload 306, or a specific video in the         message video payload 308).     -   A message story identifier 318: identifier value identifying one         or more content collections (e.g., “stories”) with which a         particular content item in the message image payload 306 of the         message 300 is associated. For example, multiple images within         the message image payload 306 may each be associated with         multiple content collections using identifier values.     -   A message tag 320: each message 300 may be tagged with multiple         tags, each of which is indicative of the subject matter of         content included in the message payload. For example, where a         particular image included in the message image payload 306         depicts an animal (e.g., a lion), a tag value may be included         within the message tag 320 that is indicative of the relevant         animal. Tag values may be generated manually, based on user         input, or may be automatically generated using, for example,         image recognition.     -   A message sender identifier 322: an identifier (e.g., a         messaging system identifier, email address, or device         identifier) indicative of a user of the client device 102 on         which the message 300 was generated and from which the message         300 was sent.     -   A message receiver identifier 324: an identifier (e.g., a         messaging system identifier, email address, or device         identifier) indicative of user(s) of the client device 102 to         which the message 300 is addressed. In the case of a         conversation between multiple users, the identifier may indicate         each user involved in the conversation.

The contents (e.g., values) of the various components of message 300 may be pointers to locations in tables within which content data values are stored. For example, an image value in the message image payload 306 may be a pointer to (or address of) a location within an image table 208. Similarly, values within the message video payload 308 may point to data stored within a video table 210, values stored within the message annotations 312 may point to data stored in an annotation table 217, values stored within the message story identifier 318 may point to data stored in a story table 206, and values stored within the message sender identifier 322 and the message receiver identifier 324 may point to user records stored within an entity table 202.

FIG. 4 is a block diagram showing an example video editing platform 124, according to example embodiments. Video editing platform 124 includes a user interface module 210, a video ingestion module 220, a media analysis module 230, a publishing module 240 and a content discovery module 250. User interface module 210 may include an API content and client module 211 and a web client module 212. User interface module 210 is configured to communicate with a client device 102 to receive a video in a first aspect ratio (e.g., a wide or square aspect ratio) for automatically converting the video to a second aspect ratio (e.g., a vertical aspect ratio). The user interface module 210 provides the client device 102 with the automatically edited video via a video editing screen 700 to allow the user to make additional manual edits to the video. The user interface module 210 receives input from the client device 102 instructing the video editing platform 124 to publish a given edited video for public distribution (e.g., via the messaging client application 104).

In some cases, the client device 102 communicates with the video editing platform 124 via a dedicated dumb terminal that has software with minimal communication and display capabilities. In such cases, the client device 102 communicates directly with the video editing platform 124 via the API content and client module 211. In some cases, the client device 102 communicates with the video editing platform 124 via a website hosted by video editing server(s) 107. In such cases, the client device 102 communicates with the video editing platform 124 via the web client module 212 that communicates with the video editing server(s) 107.

The user interface module 210 provides a video that was received from the client device 102 to the video ingestion module 220. The video ingestion module 220 analyzes the video from front to back (e.g., from the first frame to the last frame) to identify shot boundaries (e.g., to detect which contiguous set of frames are between respective video transitions). The video ingestion module 220 extracts and stores high and low resolution video frames for final rendering and for fast analysis and to generate chunks of transcoded video optimized for playback on a mobile device. In some cases, the video ingestion module 220 outputs shots that are no longer than 20 seconds in length or that are no longer than a specified threshold. If the video ingestion module 220 fails to detect a transition after 20 seconds or after the specified threshold, the video ingestion module 220 automatically inserts an artificial transition to generate an artificial shot. For example, the video ingestion module 220 detects a first transition at time point 1:30 (min:sec) and fails to detect a transition 20 seconds later at 1:50 (min:sec). In such cases, the video ingestion module 220 creates a shot that has the set of frames between 1:30 and 1:50 even though a transition was not detected at the 1:50 time point.

The video ingestion module 220 also adds chapter breaks at the shot boundaries. For example, chapter breaks are added as close as possible to 20 seconds after the previous shot boundary or after the start of the video. In some implementations, the video ingestion module 220 adds a chapter break after a specified or predetermined number of shots (e.g., after every 4 shots).

Once the shot boundary (e.g., the shot) is identified, the low resolution frames of the shot are provided by the video ingestion module 220 to the media analysis module 230. Media analysis module 230 performs a variety of low-level analyses on the shot including saliency analysis, crop suggestion, face detection, text detection, and dominant color analysis. Media analysis module 230 performs operations discussed in connection with FIGS. 5 and 6 to reformat the layout of the content in the frames into a vertical arrangement. For example, the media analysis module 230 combines the low level analyses as they become available along with some heuristics to produce recommended layouts and formatting parameters for each shot. The available layouts (e.g., full frame, letterbox, two-way split, three-way split, and so forth) are ranked and formatting parameters appropriate to each layout are recommended. For example, the scale and position for the full-frame layout, scale and background color for letterbox, split ratio, and position for two-way or three-way split layouts are recommended. The processes for recommending layouts are described in more detail in commonly-owned, commonly-assigned Ian Wehrman et al., U.S. patent application Ser. No. 16/234,000, filed Dec. 27, 2018, entitled “VIDEO REFORMATTING RECOMMENDATION,” which is hereby incorporated by reference. The media analysis module 230 obtains the top-ranked layout and associated formatting parameters for each shot and applies the layout to the shot for final rendering. The media analysis module 230 presents the modified shots to the publishing module 240. The publishing module 240 presents the modified shots to a user via the user interface module 210 in a video editing screen 700 (FIG. 7).

After the user confirms or makes additional changes to the edited shots, the user can select a publish option to instruct the publishing module 240 to make the edited video available to other users. In an example, the publishing module 240 provides the reformatted video (the video with the vertical aspect ratio) to the content discovery module 250. The content discovery module 250 presents an option to access the video as an episode option to users of a given application (e.g., a messaging application). In response to receiving a user selection of the episode option, the reformatted video is presented to the given user in the vertical aspect ratio.

In some embodiments, the edited video is stored as a new video that is additional to the video that is in the horizontal or square aspect ratio. This way, if a different set of changes is desired the horizontal or vertical video can be accessed and edited into a new video for publication to other users. In some embodiments, the edited video replaces the horizontal or square aspect ratio video that is received.

In some embodiments, the edited video is composed of multiple layers. One layer includes the video frames that are in the vertical aspect ratio. Another layer includes audio corresponding to the video frames. Another layer includes textual or image content that overlays frames in the video. Each layer can be edited independently of another layer. After editing all of the layers is completed, a user can select an option to publish to instruct the publishing module 240 to combine all of the layers into a single video content. In this way, the audio layer is presented together in time with the video frame layer and the textual or image content layer. The single video content is provided as a single file to a client device to present to a user.

FIGS. 5-6 are flowcharts illustrating example operations of the video editing platform 124 in performing processes 500-600, according to example embodiments. The processes 500-600 may be embodied in computer-readable instructions for execution by one or more processors such that the operations of the processes 500-600 may be performed in part or in whole by the functional components of the messaging server system 108; accordingly, the processes 500-600 are described below by way of example with reference thereto. However, in other embodiments at least some of the operations of the processes 500-600 may be deployed on various other hardware configurations. The processes 500-600 are therefore not intended to be limited to the messaging server system 108 and can be implemented in whole, or in part, by any other component.

At operation 501, the video editing platform 124 receives a video comprising a plurality of shots in a first aspect ratio. For example, a user of the client device 102 is presented with an interface that includes an episode upload option. In response to receiving selection of the episode upload option, the user selects one or more files corresponding to a video that is in a first aspect ratio (e.g., a horizontal or square aspect ratio). The files are transmitted by the client device 102 to the user interface module 210 (e.g., via a website).

At operation 502, the video editing platform 124 detects a first shot of the plurality of shots that comprises a sequence of frames. For example, the video ingestion module 220 processes a low resolution version of the received video to detect video transitions (e.g., a blank frame). Upon detecting a first video transition, the video ingestion module 220 searches for the immediately adjacent next video transition (e.g., the next blank frame). In some cases that next video transition is detected less than 20 seconds after the first video transition. Upon detecting the next video transition, the video ingestion module 220 identifies the set of contiguous frames that are adjacent to the two video transitions and marks the contiguous frames as a shot. After finding one shot, the video ingestion module 220 searches for the next video transition and marks the set of contiguous frames between the next set of transitions as another shot. For example, the video ingestion module 220 identifies a first video transition at timepoint 1:20 (min:sec) and a second video transition at timepoint 1:30 (min:sec). In response, the video ingestion module 220 marks a first set of contiguous frames between timepoints 1:20 and 1:30 as corresponding to a given shot. Next, the video ingestion module 220 detects another video transition at timepoint 1:45 following the video transition at timepoint 1:30. In response, the video ingestion module 220 marks a second set of contiguous frames between timepoints 1:30 and 1:45 as corresponding to another shot. In some cases, the video ingestion module 220 selects a given frame (first, middle or last) in each marked shot to represent the shot in a video editing screen 700 as an icon.

At operation 503, the video editing platform 124 identifies an object that appears throughout a continuous portion of frames in the first shot. For example, the media analysis module 230 processes the low resolution shots provided by video ingestion module 220 to detect one or more objects that appear in the shot continuously or among a majority of the frames in the shot. In some cases, the video editing platform 124 performs facial recognition to detect human faces in the shot as the one or more objects.

At operation 504, the video editing platform 124 automatically modifies a visual presentation of the object in the first shot. For example, the media analysis module 230 focuses a vertical window (having a vertical aspect ratio of 9:16) around the object in the shot and crops out to remove any content in the shot that is outside of the vertical window. As another example, the media analysis module 230 places objects, that appear next to each other in the received video, on top of each other within the vertical window. Specifically, two humans that are facing each other in the video that is in the first aspect ratio are instead automatically placed on top of each other in the vertical window to fit within the vertical aspect ratio and other content outside of the vertical window is removed.

FIG. 6 provides an illustrative process for automatically modifying the visual presentation of the object in the first shot. At operation 601, the video editing platform 124 determines the number of objects that are detected. In response to determining that there is a single object detected in the shot, the process proceeds to operation 602. In response to determining that two objects are in the shot, the process proceeds to operation 606. In response to determining that three or more objects are in the shot, the process proceeds to operation 608.

At operation 602, the video editing platform 124 aligns the object within a vertical window corresponding to a second aspect ratio. For example, the media analysis module 230 obtains a vertical window that has a target aspect ratio (e.g., a vertical aspect ratio of 9:16). The media analysis module 230 determines the position of the detected object in the frames of the shot and places the obtained window on top of the object so that the object is centered in the window. The window may have the same height as the frames in the shot but may be smaller in width.

At operation 603, the video editing platform 124 determines if the object is moving. In response to determining that the object is moving, the process proceeds to step 604; otherwise the process proceeds to step 606. For example, the media analysis module 230 analyses the position of the object in each frame in the shot to determine whether the position is substantially unchanged or if the object moves (e.g., if a person is walking across the screen, the object is moving). Namely, the media analysis module 230 determines whether the position of the object relative to other elements in the frames of the shot changes by more than a threshold amount.

At operation 604, the video editing platform 124 pans the vertical window along the direction of object movement to maintain the object within view of the vertical window as the object moves. For example, the media analysis module 230 changes the position of the vertical window at each frame in the shot in accordance with the position of the object in the given frame so that the window continues to keep the object in the center of the window throughout every frame of the shot in which the object appears.

At operation 605, the video editing platform 124 automatically crops a continuous portion of frames in the shot to remove content from the frames that is outside of the vertical window. For example, the media analysis module 230 removes any content in the frames of the shot that is outside of the vertical window. Specifically, any content that exceeds the width of the vertical window is removed or marked for removal from the shot. In particular, to crop a set of frames, the video editing platform 124 alters the images in the continuous portion of frames to retain the portions of the images in each frame that are within the vertical window. The altered set of images in the frames are then stored as a new or edited set of frames of the corresponding video in memory (e.g., database 120) using the processors of the video editing platform 124 (e.g., the processors of application server 112).

At operation 606, the video editing platform 124 determines that the first and second objects are substantially static. For example, the media analysis module 230 detects the position of each object in the shot. Specifically, if the objects are two people, the media analysis module 230 detects the positions of the two people in the frames of the shot. The media analysis module 230 determines whether the positions of the two people do not change throughout the frames of the shot by more than a threshold amount to determine that the objects are substantially static in the frames of the shot.

At operation 607, the video editing platform 124 stacks a first portion of each frame on top of a second portion of each frame. For example, the media analysis module 230 obtains a vertical window that has a vertical aspect ratio. The media analysis module 230 generates two copies of the shot, reduces the size of the two copies to fit in half or respective sections of the window (e.g., less than all of the window) and inserts each copy in a respective section (e.g., top and bottom) of the window. The media analysis module 230 slides the shot in the top section of the window to center the first object featured in the shot in the top section of the window. The media analysis module 230 slides the shot in the bottom section of the window to center the second object featured in the shot in the bottom section of the window. The media analysis module 230 crops to remove other content in the shot that is not shown in the top and bottom sections of the window.

An illustrative example 800 showing the conversion of a horizontal image to a vertical image with one object stacked on top of another is shown in FIG. 8. As an example, the media analysis module 230 detects two objects, a first object 810 and a second object 820 in the horizontal frame 801. The media analysis module 230 generates a frame 802 of a vertical shot in which the media analysis module 230 positions the second object 820 on top of the first object 810. Namely, after processing the horizontal frame 801 of a horizontal shot, the media analysis module 230 automatically generates a vertical frame 802 for the shot in which one object 820 is stacked on top of another 810. The media analysis module 230 also removes some content 803 that is outside of the vertical window in the process of automatically stacking the objects 810, 820 on top of each other.

At operation 608, the video editing platform 124 determines that the three or more objects are substantially static in frames of the shot. For example, the media analysis module 230 detects the position of each object in the shot. Specifically, if the objects are three people, the media analysis module 230 detects the positions of the three people in the frames of the shot. The media analysis module 230 determines whether the positions of the three people do not change throughout the frames of the shot by more than a threshold amount to determine that the objects are substantially static in the frames of the shot.

At operation 609, the video editing platform 124 generates a reduced size version of the frames that includes the three or more objects. For example, media analysis module 230 scales down the horizontal or square frames to fit within a section (less than all) of a vertical window. Namely, the vertical window may be divided into two equal sections each having a height that is half of the height of the received video in the first aspect ratio and a width that is less than the width of the received video. The media analysis module 230 shrinks each frame completely to fit within one of the sections of the vertical window.

At operation 610, the video editing platform 124 stacks, within a vertical window, the reduced size version of the frames in a first section of the vertical window and a portion of each frame in a remaining section of the vertical window. For example, the media analysis module 230 positions the scaled down frames into a top section of the vertical window and positions one or more elements of the frames into a bottom section of the window. Specifically, the media analysis module 230 focuses the bottom section of the vertical window on one of the objects in the frame, crops out other content 803 that is outside of the bottom section of the window and reduces a size of the object to fit within the bottom section of the window.

Referring back to FIG. 5, at operation 505, the video editing platform 124 generates a modified video comprising the plurality of shots in a second aspect ratio based on the automatically modified visual presentation of the object in the first shot. For example, the media analysis module 230 presents the modified and automatically reformatted video to a user at a client device 102 in a video editing screen 700 (FIG. 7).

FIG. 7 is illustrative user interface of a video editing screen 700 of the video editing platform 124, according to example embodiments. Video editing screen 700 is presented to a client device 102 after at least one of the shots of the video uploaded by the client device 102 has been automatically reformatted. The video editing screen 700 includes a first portion 710 that represents shots of the video, a second portion 720 that includes one or more layout options, a third portion 730 that includes a timeline of a selected one of the shots from the first portion 710, and a preview portion 740 in which a preview of the edited video is played back. In some embodiments, a layer selection option is provided allowing the user to select a layer from a plurality of layers to edit. Video editing screen 700 includes a publish option (not shown) allowing the user to accept all the edits made in one or more layers to have the system combine the layers into a single video file.

For example, if the user selects a video layer, video editing screen 700 presents video frames corresponding to a selected shot in time in the preview portion 740 and presents a list of layout modification options in second portion 720. In this layer, the user can make adjustments or edits to the arrangement of objects in each frame to convert the arrangement and crop the video from a horizontal or square layout to a vertical layout by selecting options in second portion 720. If the user selects a text or image layer, video editing screen 700 presents empty frames (or copies of the frames of the video from the first layer) corresponding to a selected shot in time in the preview portion 740 and presents a list of text or image options in the second portion 720. In this layer, the user can make select between the text or image options presented in the second portion 720 to add text or images at user selected positions in a selected frame or set of frames in a selected shot. As discussed above, after all the layers are done being edited either automatically or by the user, a publish option can be selected to combine all the layers in time into a single video file for distribution to a plurality of users.

In the first portion 710, is a complete list of shots of the video that were generated by the media analysis module 230. The list of shots may be arranged in chronological order according to the timecode of the shots indicating when the shot appeared in the video. A horizontal thumbnail is shown for each shot as well as the timecode of the shot. This horizontal thumbnail is generated based on the frame selected by the media analysis module 230 to represent the shot in an icon. In some implementations, only one shot can be selected from the first portion 710 at a time to be represented by the third portion 730 and fourth portion 740. By default, the first shot is selected to be represented by the third portion 730 and fourth portion 740 and to be edited using second portion 720.

Chapter breaks are visualized as list headers. In some implementations, a cursor is hovered near a boundary between two shot entries to reveal additional options. Such additional options include a merge shorts option and an add chapter option. In response to hovering the cursor over the merge shot option, the video editing screen 700 highlights the shot above and the shot below the boundary over which the cursor is hovered to indicate these shots will be merged. In response to receiving a user selection of the merge shot option after the cursor is hovered over the option, the two shots are combined into a new combined shot using the formatting parameters of the first shot (e.g., the upper shot). In some implementations, the formatting parameters of the second shot (e.g., the lower shot) are selected and used to automatically adjust and reformat the presentation of the objects in the first shot (e.g., the upper shot). A new icon is used to represent the combined shots by selecting one of the frames that is in the two shots (e.g., the first, middle, or last frame). In response to receiving a user selection of the add chapter option, the video editing screen 700 adds a new chapter break between the two shots. In response to hovering the cursor over the add chapter option, a delete option is presented that allows the user to delete the chapter break in response to selection of the delete option.

Third portion 730 presents a simplified timeline which shows vertical frames from a shot currently selected from first potion 710. Third portion 730 also presents some frames from a shot that precedes the selected shot and some frames from a shot that follows the selected shot, if they exist. In some embodiments, the center 80% of the timeline presents frames from the currently selected shot and the remaining 10% on either side of the frames from the currently selected shot present frames from the previous and next shots. In some cases, there may not be a previous or next shot and in such circumstances, 90% of the timeline presents frames from the currently selected shot and the remaining 10% presents frames from the available previous or next shot. In some implementations, the frames from the currently selected shot are visually distinguished (e.g., highlighted) from the frames of the adjacent shots. A play head (not shown) can be dragged to visualize the current time code corresponding to a frame from the shot that is presented in the fourth portion 740. A cursor can be hovered over the play head to reveal a split shot option. In response to receiving a user selection of the split shot option, the video editing screen 700 divides the shot into two shots at the frame identified by the play head. In some embodiments, the split shot option is revealed only when the video is in a paused state and presenting a single frame in the fourth portion 740.

The third portion 730 also includes options to control playback (e.g., a play and pause option and skip shot option), perform shot editing operations, and perform other management operations. For example, options are presented to control looping and playback speed. The looping controls cycles between three values, straight through playback (e.g., playback continues from one shot to the next), looping playback on the current shot only (e.g., playback starts from the first frame of the currently selected shot upon reaching the last frame of the selected shot), and looping playback on the current shot with some frames from the next/previous shots included. A playback speed control is provided to control the playback speed ranging from 50% speed, 100% speed and 200% speed. This controls the rate at which the frames of the selected shot are transitioned for presentation in the fourth portion 740.

A left/right nudge play head option and a split current shot option are also provided in the third portion 730. The left/right nudge play head advances the play head by a single frame forward or backwards. Namely, if a particular frame in a pause state is presented in the fourth portion 740, selection of the left nudge play head option causes an adjacent previous frame to be selected and presented in the fourth portion 740 instead of the current frame. The next or previous frame can be selected based on the looping conditions that are selected. For example, if the last frame is currently being shown in the fourth portion 740 and the looping option is set to loop the current shot, then the next frame that is selected to be shown when the right nudge play head option is selected is the first frame of the currently selected shot rather than the first frame of the next adjacent shot. The split current shot option splits the current shot into two shots at the current play head position. Additional options that can be included in the third portion include a done option to commit the current formatting changes to the project or video for publishing publicly, re-render the video and return the user to another screen option, a download option to download the formatted video to a local storage of the client device 102, and a discard changes option to not commit to store any of the reformatting performed for a given shot or video.

The second portion 720 includes various user interface controls to adjust the formatting parameters of the currently selected shot. Four layout options can be provided including a full frame option, a letterbox option, a two-way split option, and a three way split option. Selection of one of the options in the second portion 720 allows the user to modify the presentation of the objects shown in the fourth portion 740 by manually moving a vertical window to control what content 803 is retained and what content 803 is cropped from the frame or shot. In some embodiments, if a text or image layer is selected, the options presented in second portion 720 include text or image options allowing the user to add specific selected or typed in text or image files or video to a specified frame or frames in a shot at a user selected position within each frame.

The full frame option causes a vertical window to be positioned over a given object in the frame shown in the fourth portion 740. Depending on whether the object is static or moving, the vertical window can pan to continue being positioned over the object. Specifically, in the static mode, dragging the vertical window anywhere on the video translates the video while maintaining the constraint that the video always fills the frame. Corner and side handles can be used to scale the video up or down using the center of the video as the origin for the operation again maintaining the fill constraint. In the default state, the video is at 100% scale which is the smallest scale that fills the frame. If the pan mode is enabled by selecting the pan option, additional pan options are presented. A user can position the vertical window over a portion of the frame shown in the fourth portion 740. The user can select the transition period from a set of options and a direction to control how quickly and in which direction the vertical window slides to follow the object over which the vertical window is positioned.

The letterbox option enables a user to drag a letterbox layout that is smaller in height than the vertical window. Dragging the letterbox anywhere on the video translates the video but only horizontally and not vertically. The width of the frame may always be filled and that constraint is maintained by the drag interaction. Scaling the video is also possible with the constraint that the width of the frame is filled. Any content 803 that is outside of the letterbox is cropped and removed from the frame.

The two way split option, when selected, generates two copies of the video and one of the copies is selected at a time. The interactions for each video are identical to the full frame interactions and it is possible to adjust the split ration by dragging a separator vertically. Namely, a vertical window with top and bottom sections is presented over the frame shown in the fourth section 740. A first copy of the video is selected and the user can adjust the size of the first copy to scale down the frames to fit within the top section and similarly the second copy can be selected and adjusted in size to fit within the bottom section of the window. The sizes of the top and bottom sections can be changed such that the top is larger or smaller than the bottom. After scaling the copies to fit in their respective sections of the vertical window, the copies can be dragged to keep an object of interest in view in the given section. For example, the copy on the top can be dragged to keep only a first person shown in the frame in the top section and the copy on the bottom can be dragged to keep only a second person shown in the frame in the bottom section. The selected format and layout is automatically applied to all the frames of the currently selected shot. The three way split option, when selected, generates three copies of the video and presents a vertical window with three sections. Manipulations of the video frames in the three way split are performed in a similar manner as the two way split.

FIG. 9 is a block diagram illustrating an example software architecture 906, which may be used in conjunction with various hardware architectures herein described. FIG. 9 is a non-limiting example of a software architecture and it will be appreciated that many other architectures may be implemented to facilitate the functionality described herein. The software architecture 906 may execute on hardware such as machine 1000 of FIG. 10 that includes, among other things, processors 1004, memory 1014, and input/output (I/O) components 1018. A representative hardware layer 952 is illustrated and can represent, for example, the machine 1000 of FIG. 10. The representative hardware layer 952 includes a processing unit 954 having associated executable instructions 904. Executable instructions 904 represent the executable instructions of the software architecture 906, including implementation of the methods, components, and so forth described herein. The hardware layer 952 also includes memory and/or storage modules memory/storage 956, which also have executable instructions 904. The hardware layer 952 may also comprise other hardware 958.

In the example architecture of FIG. 9, the software architecture 906 may be conceptualized as a stack of layers where each layer provides particular functionality. For example, the software architecture 906 may include layers such as an operating system 902, libraries 920, frameworks/middleware 918, applications 916, and a presentation layer 914. Operationally, the applications 916 and/or other components within the layers may invoke API calls 908 through the software stack and receive messages 912 in response to the API calls 908. The layers illustrated are representative in nature and not all software architectures have all layers. For example, some mobile or special purpose operating systems 902 may not provide a frameworks/middleware 918, while others may provide such a layer. Other software architectures may include additional or different layers.

The operating system 902 may manage hardware resources and provide common services. The operating system 902 may include, for example, a kernel 922, services 924, and drivers 926. The kernel 922 may act as an abstraction layer between the hardware and the other software layers. For example, the kernel 922 may be responsible for memory management, processor management (e.g., scheduling), component management, networking, security settings, and so on. The services 924 may provide other common services for the other software layers. The drivers 926 are responsible for controlling or interfacing with the underlying hardware. For instance, the drivers 926 include display drivers, camera drivers, Bluetooth® drivers, flash memory drivers, serial communication drivers (e.g., Universal Serial Bus (USB) drivers), Wi-Fi® drivers, audio drivers, power management drivers, and so forth, depending on the hardware configuration.

The libraries 920 provide a common infrastructure that is used by the applications 916 and/or other components and/or layers. The libraries 920 provide functionality that allows other software components to perform tasks in an easier fashion than to interface directly with the underlying operating system 902 functionality (e.g., kernel 922, services 924 and/or drivers 926). The libraries 920 may include system libraries 944 (e.g., C standard library) that may provide functions such as memory allocation functions, string manipulation functions, mathematical functions, and the like. In addition, the libraries 920 may include API libraries 946 such as media libraries (e.g., libraries to support presentation and manipulation of various media format such as MPEG4, H.264, MP3. AAC, AMR, JPG, PNG), graphics libraries (e.g., an OpenGL framework that may be used to render two-dimensional and three-dimensional media in a graphic content on a display), database libraries (e.g., SQLite that may provide various relational database functions), web libraries (e.g., WebKit that may provide web browsing functionality), and the like. The libraries 920 may also include a wide variety of other libraries 948 to provide many other APIs to the applications 916 and other software components/modules.

The frameworks/middleware 918 (also sometimes referred to as middleware) provide a higher-level common infrastructure that may be used by the applications 916 and/or other software components/modules. For example, the frameworks/middleware 918 may provide various graphic UI (GUI) functions, high-level resource management, high-level location services, and so forth. The frameworks/middleware 918 may provide a broad spectrum of other APIs that may be utilized by the applications 916 and/or other software components/modules, some of which may be specific to a particular operating system 902 or platform.

The applications 916 include built-in applications 938 and/or third-party applications 940. Examples of representative built-in applications 938 may include, but are not limited to, a contacts application, a browser application, a book reader application, a location application, a media application, a messaging application, and/or a game application. Third-party applications 940 may include an application developed using the ANDROID™ or IOS™ software development kit (SDK) by an entity other than the vendor of the particular platform, and may be mobile software running on a mobile operating system such as IOS™, ANDROID™, WINDOWS® Phone, or other mobile operating systems. The third-party applications 940 may invoke the API calls 908 provided by the mobile operating system (such as operating system 902) to facilitate functionality described herein.

The applications 916 may use built-in operating system functions (e.g., kernel 922, services 924, and/or drivers 926), libraries 920, and frameworks/middleware 918 to create UIs to interact with users of the system. Alternatively, or additionally, in some systems, interactions with a user may occur through a presentation layer, such as presentation layer 914. In these systems, the application/component “logic” can be separated from the aspects of the application/component that interact with a user.

FIG. 10 is a block diagram illustrating components of a machine 1000, according to some example embodiments, able to read instructions 1010 from a machine-readable medium (e.g., a machine-readable storage medium) and perform any one or more of the methodologies discussed herein. Specifically, FIG. 10 shows a diagrammatic representation of the machine 1000 in the example form of a computer system, within which instructions 1010 (e.g., software, a program, an application, an applet, an app, or other executable code) for causing the machine 1000 to perform any one or more of the methodologies discussed herein may be executed. As such, the instructions 1010 may be used to implement modules or components described herein. The instructions 1010 transform the general, non-programmed machine 1000 into a particular machine 1000 programmed to carry out the described and illustrated functions in the manner described. In alternative embodiments, the machine 1000 operates as a standalone device or may be coupled (e.g., networked) to other machines. In a networked deployment, the machine 1000 may operate in the capacity of a server machine or a client machine in a server-client network environment, or as a peer machine in a peer-to-peer (or distributed) network environment. The machine 1000 may comprise, but not be limited to, a server computer, a client computer, a personal computer (PC), a tablet computer, a laptop computer, a netbook, a set-top box (STB), a personal digital assistant (PDA), an entertainment media system, a cellular telephone, a smart phone, a mobile device, a wearable device (e.g., a smart watch), a smart home device (e.g., a smart appliance), other smart devices, a web appliance, a network router, a network switch, a network bridge, or any machine 1000 capable of executing the instructions 1010, sequentially or otherwise, that specify actions to be taken by machine 1000. Further, while only a single machine 1000 is illustrated, the term “machine” shall also be taken to include a collection of machines that individually or jointly execute the instructions 1010 to perform any one or more of the methodologies discussed herein.

The machine 1000 may include processors 1004, memory/storage 1006, and I/O components 1018, which may be configured to communicate with each other such as via a bus 1002. In an example embodiment, the processors 1004 (e.g., a central processing unit (CPU), a reduced instruction set computing (RISC) processor, a complex instruction set computing (CISC) processor, a graphics processing unit (GPU), a digital signal processor (DSP), an application-specific integrated circuit (ASIC), a radio-frequency integrated circuit (RFIC), another processor, or any suitable combination thereof) may include, for example, a processor 1008 and a processor 1012 that may execute the instructions 1010. The term “processor” is intended to include multi-core processors 1004 that may comprise two or more independent processors (sometimes referred to as “cores”) that may execute instructions 1010 contemporaneously. Although FIG. 10 shows multiple processors 1004, the machine 1000 may include a single processor with a single core, a single processor with multiple cores (e.g., a multi-core processor), multiple processors with a single core, multiple processors with multiple cores, or any combination thereof.

The memory/storage 1006 may include a memory 1014, such as a main memory, or other memory storage, and a storage unit 1016, both accessible to the processors 1004 such as via the bus 1002. The storage unit 1016 and memory 1014 store the instructions 1010, embodying any one or more of the methodologies or functions described herein. The instructions 1010 may also reside, completely or partially, within the memory 1014, within the storage unit 1016, within at least one of the processors 1004 (e.g., within the processor's cache memory), or any suitable combination thereof, during execution thereof by the machine 1000. Accordingly, the memory 1014, the storage unit 1016, and the memory of processors 1004 are examples of machine-readable media.

The I/O components 1018 may include a wide variety of components to receive input, provide output, produce output, transmit information, exchange information, capture measurements, and so on. The specific I/O components 1018 that are included in a particular machine 1000 will depend on the type of machine. For example, portable machines such as mobile phones will likely include a touch input device or other such input mechanisms, while a headless server machine will likely not include such a touch input device. It will be appreciated that the I/O components 1018 may include many other components that are not shown in FIG. 10. The I/O components 1018 are grouped according to functionality merely for simplifying the following discussion and the grouping is in no way limiting. In various example embodiments, the I/O components 1018 may include output components 1026 and input components 1028. The output components 1026 may include visual components (e.g., a display such as a plasma display panel (PDP), a light emitting diode (LED) display, a liquid crystal display (LCD), a projector, or a cathode ray tube (CRT)), acoustic components (e.g., speakers), haptic components (e.g., a vibratory motor, resistance mechanisms), other signal generators, and so forth. The input components 1028 may include alphanumeric input components (e.g., a keyboard, a touch screen configured to receive alphanumeric input, a photo-optical keyboard, or other alphanumeric input components), point-based input components (e.g., a mouse, a touchpad, a trackball, a joystick, a motion sensor, or other pointing instrument), tactile input components (e.g., a physical button, a touch screen that provides location and/or force of touches or touch gestures, or other tactile input components), audio input components (e.g., a microphone), and the like.

In further example embodiments, the I/O components 1018 may include biometric components 1030, motion components 1034, environmental components 1036, or position components 1038 among a wide array of other components. For example, the biometric components 1030 may include components to detect expressions (e.g., hand expressions, facial expressions, vocal expressions, body gestures, or eye tracking), measure biosignals (e.g., blood pressure, heart rate, body temperature, perspiration, or brain waves), identify a person (e.g., voice identification, retinal identification, facial identification, fingerprint identification, or electroencephalogram based identification), and the like. The motion components 1034 may include acceleration sensor components (e.g., accelerometer), gravitation sensor components, rotation sensor components (e.g., gyroscope), and so forth. The environmental components 1036 may include, for example, illumination sensor components (e.g., photometer), temperature sensor components (e.g., one or more thermometer that detect ambient temperature), humidity sensor components, pressure sensor components (e.g., barometer), acoustic sensor components (e.g., one or more microphones that detect background noise), proximity sensor components (e.g., infrared sensors that detect nearby objects), gas sensors (e.g., gas detection sensors to detection concentrations of hazardous gases for safety or to measure pollutants in the atmosphere), or other components that may provide indications, measurements, or signals corresponding to a surrounding physical environment. The position components 1038 may include location sensor components (e.g., a GPS receiver component), altitude sensor components (e.g., altimeters or barometers that detect air pressure from which altitude may be derived), orientation sensor components (e.g., magnetometers), and the like.

Communication may be implemented using a wide variety of technologies. The I/O components 1018 may include communication components 1040 operable to couple the machine 1000 to a network 1032 or devices 1020 via coupling 1024 and coupling 1022, respectively. For example, the communication components 1040 may include a network interface component or other suitable device to interface with the network 1032. In further examples, communication components 1040 may include wired communication components, wireless communication components, cellular communication components, near field communication (NFC) components, Bluetooth® components (e.g., Bluetooth® Low Energy), Wi-Fi® components, and other communication components to provide communication via other modalities. The devices 1020 may be another machine or any of a wide variety of peripheral devices (e.g., a peripheral device coupled via a USB).

Moreover, the communication components 1040 may detect identifiers or include components operable to detect identifiers. For example, the communication components 1040 may include radio frequency identification (RFID) tag reader components, NFC smart tag detection components, optical reader components (e.g., an optical sensor to detect one-dimensional bar codes such as Universal Product Code (UPC) bar code, multi-dimensional bar codes such as Quick Response (QR) code. Aztec code, Data Matrix, Dataglyph, MaxiCode. PDF417. Ultra Code, UCC RSS-2D bar code, and other optical codes), or acoustic detection components (e.g., microphones to identify tagged audio signals). In addition, a variety of information may be derived via the communication components 1040, such as, location via Internet Protocol (IP) geo-location, location via Wi-Fi® signal triangulation, location via detecting a NFC beacon signal that may indicate a particular location, and so forth.

Glossary:

“CARRIER SIGNAL”, in this context, refers to any intangible medium that is capable of storing, encoding, or carrying transitory or non-transitory instructions 1010 for execution by the machine 1000, and includes digital or analog communications signals or other intangible medium to facilitate communication of such instructions 1010. Instructions 1010 may be transmitted or received over the network 1032 using a transitory or non-transitory transmission medium via a network interface device and using any one of a number of well-known transfer protocols.

“CLIENT DEVICE”, in this context, refers to any machine 1000 that interfaces to a communications network 1032 to obtain resources from one or more server systems or other client devices 102. A client device 102 may be, but is not limited to, a mobile phone, desktop computer, laptop, PDAs, smart phones, tablets, ultra books, netbooks, laptops, multi-processor systems, microprocessor-based or programmable consumer electronics, game consoles, set-top boxes, or any other communication device that a user may use to access a network 1032.

“COMMUNICATIONS NETWORK”, in this context, refers to one or more portions of a network 1032 that may be an ad hoc network, an intranet, an extranet, a virtual private network (VPN), a local area network (LAN), a wireless LAN (WLAN), a wide area network (WAN), a wireless WAN (WWAN), a metropolitan area network (MAN), the Internet, a portion of the Internet, a portion of the Public Switched Telephone Network (PSTN), a plain old telephone service (POTS) network, a cellular telephone network, a wireless network, a Wi-Fi® network, another type of network, or a combination of two or more such networks. For example, a network 1032 or a portion of a network may include a wireless or cellular network and the coupling may be a Code Division Multiple Access (CDMA) connection, a Global System for Mobile communications (GSM) connection, or other type of cellular or wireless coupling. In this example, the coupling may implement any of a variety of types of data transfer technology, such as Single Carrier Radio Transmission Technology (1×RTT), Evolution-Data Optimized (EVDO) technology. General Packet Radio Service (GPRS) technology, Enhanced Data rates for GSM Evolution (EDGE) technology, third Generation Partnership Project (3GPP) including 3G, fourth generation wireless (4G) networks. Universal Mobile Telecommunications System (UMTS), High Speed Packet Access (HSPA), Worldwide Interoperability for Microwave Access (WiMAX), Long Term Evolution (LTE) standard, others defined by various standard setting organizations, other long range protocols, or other data transfer technology.

“EPHEMERAL MESSAGE”, in this context, refers to a message 300 that is accessible for a time-limited duration. An ephemeral message may be a text, an image, a video, and the like. The access time for the ephemeral message may be set by the message sender. Alternatively, the access time may be a default setting or a setting specified by the recipient. Regardless of the setting technique, the message 300 is transitory.

“MACHINE-READABLE MEDIUM”, in this context, refers to a component, device, or other tangible media able to store instructions 1010 and data temporarily or permanently and may include, but is not limited to, random-access memory (RAM), read-only memory (ROM), buffer memory, flash memory, optical media, magnetic media, cache memory, other types of storage (e.g., erasable programmable read-only memory (EEPROM)) and/or any suitable combination thereof. The term “machine-readable medium” should be taken to include a single medium or multiple media (e.g., a centralized or distributed database, or associated caches and servers) able to store instructions 1010. The term “machine-readable medium” shall also be taken to include any medium, or combination of multiple media, that is capable of storing instructions 1010 (e.g., code) for execution by a machine 1000, such that the instructions 1010, when executed by one or more processors 1004 of the machine 1000, cause the machine 1000 to perform any one or more of the methodologies described herein. Accordingly, a “machine-readable medium” refers to a single storage apparatus or device, as well as “cloud-based” storage systems or storage networks that include multiple storage apparatus or devices. The term “machine-readable medium” excludes signals per se.

“COMPONENT”, in this context, refers to a device, physical entity, or logic having boundaries defined by function or subroutine calls, branch points, APIs, or other technologies that provide for the partitioning or modularization of particular processing or control functions. Components may be combined via their interfaces with other components to carry out a machine process. A component may be a packaged functional hardware unit designed for use with other components and a part of a program that usually performs a particular function of related functions. Components may constitute either software components (e.g., code embodied on a machine-readable medium) or hardware components. A “hardware component” is a tangible unit capable of performing certain operations and may be configured or arranged in a certain physical manner. In various example embodiments, one or more computer systems (e.g., a standalone computer system, a client computer system, or a server computer system) or one or more hardware components of a computer system (e.g., a processor or a group of processors 1004) may be configured by software (e.g., an application or application portion) as a hardware component that operates to perform certain operations as described herein.

A hardware component may also be implemented mechanically, electronically, or any suitable combination thereof. For example, a hardware component may include dedicated circuitry or logic that is permanently configured to perform certain operations. A hardware component may be a special-purpose processor, such as a field-programmable gate array (FPGA) or an ASIC. A hardware component may also include programmable logic or circuitry that is temporarily configured by software to perform certain operations. For example, a hardware component may include software executed by a general-purpose processor 1004 or other programmable processor. Once configured by such software, hardware components become specific machines 1000 (or specific components of a machine 1000) uniquely tailored to perform the configured functions and are no longer general-purpose processors 1004. It will be appreciated that the decision to implement a hardware component mechanically, in dedicated and permanently configured circuitry, or in temporarily configured circuitry (e.g., configured by software) may be driven by cost and time considerations. Accordingly, the phrase “hardware component” (or “hardware-implemented component”) should be understood to encompass a tangible entity, be that an entity that is physically constructed, permanently configured (e.g., hardwired), or temporarily configured (e.g., programmed) to operate in a certain manner or to perform certain operations described herein. Considering embodiments in which hardware components are temporarily configured (e.g., programmed), each of the hardware components need not be configured or instantiated at any one instance in time. For example, where a hardware component comprises a general-purpose processor 1004 configured by software to become a special-purpose processor, the general-purpose processor 1004 may be configured as respectively different special-purpose processors (e.g., comprising different hardware components) at different times. Software accordingly configures a particular processor or processors 1004, for example, to constitute a particular hardware component at one instance of time and to constitute a different hardware component at a different instance of time.

Hardware components can provide information to, and receive information from, other hardware components. Accordingly, the described hardware components may be regarded as being communicatively coupled. Where multiple hardware components exist contemporaneously, communications may be achieved through signal transmission (e.g., over appropriate circuits and buses) between or among two or more of the hardware components. In embodiments in which multiple hardware components are configured or instantiated at different times, communications between such hardware components may be achieved, for example, through the storage and retrieval of information in memory structures to which the multiple hardware components have access. For example, one hardware component may perform an operation and store the output of that operation in a memory device to which it is communicatively coupled. A further hardware component may then, at a later time, access the memory device to retrieve and process the stored output.

Hardware components may also initiate communications with input or output devices, and can operate on a resource (e.g., a collection of information). The various operations of example methods described herein may be performed, at least partially, by one or more processors 1004 that are temporarily configured (e.g., by software) or permanently configured to perform the relevant operations. Whether temporarily or permanently configured, such processors 1004 may constitute processor-implemented components that operate to perform one or more operations or functions described herein. As used herein, “processor-implemented component” refers to a hardware component implemented using one or more processors 1004. Similarly, the methods described herein may be at least partially processor-implemented, with a particular processor or processors 1004 being an example of hardware. For example, at least some of the operations of a method may be performed by one or more processors 1004 or processor-implemented components. Moreover, the one or more processors 1004 may also operate to support performance of the relevant operations in a “cloud computing” environment or as a “software as a service” (SaaS). For example, at least some of the operations may be performed by a group of computers (as examples of machines 1000 including processors 1004), with these operations being accessible via a network 1032 (e.g., the Internet) and via one or more appropriate interfaces (e.g., an API). The performance of certain of the operations may be distributed among the processors 1004, not only residing within a single machine 1000, but deployed across a number of machines 1000. In some example embodiments, the processors 1004 or processor-implemented components may be located in a single geographic location (e.g., within a home environment, an office environment, or a server farm). In other example embodiments, the processors 1004 or processor-implemented components may be distributed across a number of geographic locations.

“PROCESSOR”, in this context, refers to any circuit or virtual circuit (a physical circuit emulated by logic executing on an actual processor 1004) that manipulates data values according to control signals (e.g., “commands,” “op codes.” “machine code,” etc.) and which produces corresponding output signals that are applied to operate a machine 1000. A processor 1004 may, for example, be a central processing unit (CPU), a reduced instruction set computing (RISC) processor, a complex instruction set computing (CISC) processor, a graphics processing unit (GPU), a digital signal processor (DSP), an ASIC, a radio-frequency integrated circuit (RFIC) or any combination thereof. A processor 1004 may further be a multi-core processor having two or more independent processors 1004 (sometimes referred to as “cores”) that may execute instructions 1010 contemporaneously.

“TIMESTAMP”, in this context, refers to a sequence of characters or encoded information identifying when a certain event occurred, for example giving date and time of day, sometimes accurate to a small fraction of a second.

Changes and modifications may be made to the disclosed embodiments without departing from the scope of the present disclosure. These and other changes or modifications are intended to be included within the scope of the present disclosure, as expressed in the following claims. 

What is claimed is:
 1. A method comprising: receiving, by one or more processors, a video comprising one or more shots in a first aspect ratio; detecting a first shot of the one or more shots, the first shot comprising a sequence of frames; identifying an object that appears throughout a continuous portion of frames of the sequence of frames in the first shot; determining that the object is completely static throughout the continuous portion of the frames in the first shot; in response to determining that the object is completely static throughout the continuous portion of the frames in the first shot, automatically modifying a visual presentation of the object in the first shot; and generating a modified video comprising the one or more shots in a second aspect ratio based on the automatically modified visual presentation of the object in the first shot, wherein the second aspect ratio corresponds to a vertical layout, and wherein the generating the modified visual presentation further comprises: positioning a vertical window having a width of the vertical layout over the sequence of frames in the first shot, the vertical window having first and second sections; determining that at least a portion of the object is positioned within the sequence of frames outside of the width of the vertical window for a majority of frames in the sequence of frames; in response to the determining: reducing a scale of a first portion of the frames over which the vertical window is positioned by an amount corresponding to a height and a width of the first section of the vertical window; and reducing a scale of a second portion of the frames in which the object is positioned outside of the width of the vertical window by an amount corresponding to a height and a width of the second section of the vertical window; moving the reduced scale first portion of the frames into the first section of the vertical window; and copying the reduced scale second portion of the frames into the second section of the vertical window.
 2. The method of claim 1, wherein detecting the first shot comprises: determining a first video transition in the video; identifying a second video transition in the video that occurs after a contiguous sequence of frames in the video that are adjacent to and follow the first video transition; and automatically marking, as the first shot, the contiguous sequence of frames between the first video transition and the second video transition.
 3. The method of claim 1, further comprising generating a low resolution version of the first shot, wherein the object is identified by processing the low resolution version of the first shot.
 4. The method of claim 1, wherein the object is identified and the visual presentation is automatically modified while processing the video to detect a second shot.
 5. The method of claim 1, wherein automatically modifying the visual presentation of the object comprises: automatically aligning the object within a vertical window corresponding to the second aspect ratio; and automatically cropping the continuous portion of frames based on the vertical window to remove content from the continuous portion of frames that is outside of the vertical window.
 6. The method of claim 1, wherein the object is a first object, and wherein automatically modifying the visual presentation of the object comprises: identifying a second object that appears together with the first object in the continuous portion of frames in the first shot; determining that the first and second objects are substantially static throughout the continuous portion of the frames in the first shot; and for each of the continuous portion of frames, stacking a first portion of a frame comprising the first object on top of a second portion of the frame comprising the second object.
 7. The method of claim 6, wherein stacking the first portion on top of the second portion comprises: obtaining a vertical window corresponding to the second aspect ratio; dividing the vertical window into first and second sections; and copying the continuous portion of the frames in the first shot into the first and second sections.
 8. The method of claim 7, further comprising: automatically aligning the first object within the first section of the vertical window; automatically aligning the second object within the second section of the vertical window; and automatically cropping the continuous portion of frames in the first and second sections of the vertical window to remove content from the continuous portion of frames that is outside of the first and second sections of the vertical window.
 9. The method of claim 7, wherein a first size of the first section is equal to or non-equal to a second size of the second section.
 10. The method of claim 1, wherein the object is a first object, and wherein automatically modifying the visual presentation of the object comprises: identifying two or more objects that appear together with the first object in the continuous portion of frames in the first shot; determining that the first object and the two or more objects are substantially static throughout the continuous portion of the frames in the first shot; generating a reduced size version of the continuous portion of the frames that includes the first object and the two or more objects; and for each of the continuous portion of frames, stacking, within a vertical window, the reduced size version of the continuous portion of the frames in a first portion of the vertical window and a portion of each frame of the continuous portion of the frames in a remaining portion of the vertical window, the first portion being smaller than the remaining portion.
 11. The method of claim 1, wherein automatically modifying the visual presentation of the object comprises: determining that the object moves in a particular direction throughout the continuous portion of the frames in the first shot; automatically aligning the object within a vertical window corresponding to the second aspect ratio; panning the vertical window along the particular direction to maintain the object within view of the vertical window as the object moves; and automatically cropping, as the vertical window is panned, the continuous portion of frames to remove content from the continuous portion of frames that is outside of the vertical window.
 12. The method of claim 1, further comprising generating for display an editing interface that presents the modified video, the editing interface comprising a first portion that includes one or more interactive icons that represent the one or more shots in the video, a second portion that presents a preview of the modified video corresponding to a selected one of the one or more shots, a third portion that includes a plurality of editing options, and a fourth portion representing a timeline of the selected one of the one or more shots.
 13. The method of claim 12, further comprising: generating, for display within the second portion, a vertical window comprising one or more sections in response to receiving a user selection of one of the plurality of editing options, each of the plurality of editing options being associated with a different graphical layout of the vertical window; receiving user input adjusting a position of the vertical window within the second portion; and cropping the selected one of the one or more shots presented in the second portion based on the user input, wherein the cropped selected one of the one or more shots is provided as the modified video.
 14. The method of claim 1, wherein the video is received via a website, wherein the modified video is presented to a user on the website, wherein an adjustment to the modified video is received from the user via the website, and wherein the website publishes the modified video for access by multiple users responsive to receiving user input.
 15. The method of claim 1, wherein the first aspect ratio corresponds to a horizontal or square layout, the second aspect ratio corresponds to a vertical layout having a width that is smaller than a width of the horizontal or square layout, and the heights of the first and second sections of the vertical window are smaller than a height of the vertical window and the width of the first and second sections match the width of the vertical window, and wherein a combined height of the first and second sections matches the height of the vertical window.
 16. A system comprising: a processor configured to perform operations comprising: receiving a video comprising one or more shots in a first aspect ratio; detecting a first shot of the one or more shots, the first shot comprising a sequence of frames; identifying an object that appears throughout a continuous portion of frames of the sequence of frames in the first shot; determining that the object is completely static throughout the continuous portion of the frames in the first shot; in response to determining that the object is completely static throughout the continuous portion of the frames in the first shot, automatically modifying a visual presentation of the object in the first shot; and generating a modified video comprising the one or more shots in a second aspect ratio based on the automatically modified visual presentation of the object in the first shot, wherein the second aspect ratio corresponds to a vertical layout, and wherein the generating the modified visual presentation further comprises: positioning a vertical window having a width of the vertical layout over the sequence of frames in the first shot, the vertical window having first and second sections; determining that at least a portion of the object is positioned within the sequence of frames outside of the width of the vertical window for a majority of frames in the sequence of frames; in response to the determining: reducing a scale of a first portion of the frames over which the vertical window is positioned by an amount corresponding to a height and a width of the first section of the vertical window; and reducing a scale of a second portion of the frames in which the object is positioned outside of the width of the vertical window by an amount corresponding to a height and a width of the second section of the vertical window; moving the reduced scale first portion of the frames into the first section of the vertical window; and copying the reduced scale second portion of the frames into the second section of the vertical window.
 17. The system of claim 16, wherein the operations for detecting the first shot comprise: determining a first video transition in the video; identifying a second video transition in the video that occurs after a contiguous sequence of frames in the video that are adjacent to and follow the first video transition; and automatically marking, as the first shot, the contiguous sequence of frames between the first video transition and the second video transition.
 18. The system of claim 16, wherein the operations for automatically modifying the visual presentation of the object comprise: automatically aligning the object within a vertical window corresponding to the second aspect ratio; and automatically cropping the continuous portion of frames based on the vertical window to remove content from the continuous portion of frames that is outside of the vertical window.
 19. The system of claim 16, wherein the object is a first object, and wherein the operations for automatically modifying the visual presentation of the object comprise: identifying a second object that appears together with the first object in the continuous portion of frames in the first shot; determining that the first and second objects are substantially static throughout the continuous portion of the frames in the first shot; and for each of the continuous portion of frames, stacking a first portion of a frame comprising the first object on top of a second portion of the frame comprising the second object.
 20. A non-transitory machine-readable storage medium that includes instructions that, when executed by one or more processors of a machine, cause the machine to perform operations comprising: receiving a video comprising one or more shots in a first aspect ratio; detecting a first shot of the one or more shots, the first shot comprising a sequence of frames; identifying an object that appears throughout a continuous portion of frames of the sequence of frames in the first shot; determining that the object is completely static throughout the continuous portion of the frames in the first shot; in response to determining that the object is completely static throughout the continuous portion of the frames in the first shot, automatically modifying a visual presentation of the object in the first shot; and generating a modified video comprising the one or more shots in a second aspect ratio based on the automatically modified visual presentation of the object in the first shot, wherein the second aspect ratio corresponds to a vertical layout, and wherein the generating the modified visual presentation further comprises: positioning a vertical window having a width of the vertical layout over the sequence of frames in the first shot, the vertical window having first and second sections; determining that at least a portion of the object is positioned within the sequence of frames outside of the width of the vertical window for a majority of frames in the sequence of frames; in response to the determining: reducing a scale of a first portion of the frames over which the vertical window is positioned by an amount corresponding to a height and a width of the first section of the vertical window; and reducing a scale of a second portion of the frames in which the object is positioned outside of the width of the vertical window by an amount corresponding to a height and a width of the second section of the vertical window; moving the reduced scale first portion of the frames into the first section of the vertical window; and copying the reduced scale second portion of the frames into the second section of the vertical window. 